source("../../../R/h2oPerf/prologue.R")
runDL(x = 2:785,
y = 1,
activation="RectifierWithDropout",
hidden=c(1024,1024,2048),
epochs=32,
train_samples_per_iteration=-1,
seed=7514391364823515067,
adaptive_rate=TRUE,
rho=0.99,
epsilon=1E-6,
rate = 0.01,
rate_annealing=1.0E-6,
rate_decay=1.0,
momentum_start=0.0,
momentum_ramp=1000000,
momentum_stable=0.0,
nesterov_accelerated_gradient=TRUE,
input_dropout_ratio=0.2,
hidden_dropout_ratios=c(0.5,0.5,0.5),
l1 = 1E-5,
l2 = 0.0,
max_w2=15,
initial_weight_distribution="UniformAdaptive",
initial_weight_scale=1.0,
loss="CrossEntropy",
score_interval=30.0,
score_training_samples=1000,
score_validation_samples=10000,
score_duty_cycle=0.1,
classification_stop=-1,
regression_stop=1E-6,
quiet_mode=FALSE,
max_confusion_matrix_size=20,
max_hit_ratio_k=10,
balance_classes=FALSE,
max_after_balance_size=5.0,
score_validation_sampling="Uniform",
diagnostics=TRUE,
variable_importances=FALSE,
fast_mode=TRUE,
ignore_const_cols=TRUE,
force_load_balance=TRUE,
replicate_training_data=TRUE,
single_node_mode=FALSE,
shuffle_training_data=FALSE)

source("../../../R/h2oPerf/epilogue.R")
